{"attribution":"MCP Queen — the evidence layer for MCP (https://mcpqueen.com)","license":"CC BY 4.0 — free to use with attribution and a link to mcpqueen.com","methodology":"https://mcpqueen.com/registry#methodology","docs":"https://mcpqueen.com/api","generated_at":"2026-10-19T14:19:38.453Z","server":{"name":"ee.qqq/ai-visibility","title":"QQQ AI Visibility Checker","description":"Free AI visibility check: can AI crawlers read a site, and do ChatGPT, Gemini, Perplexity cite it?","version":"1.1.0","remote_url":"https://qqq.ee/mcp","repo_url":"https://github.com/meelis545/qqq-ai-visibility-mcp"},"operational_grade":{"grade":"A","score":100,"provisional":0,"reachable":1,"auth_state":"open","latency_ms":235,"tool_count":3,"probed_at":"2026-10-18T05:01:27.707Z","evidence":[{"criterion":"reachability","points":25,"max":25,"evidence":"HTTP 200, initialize accepted in 235ms"},{"criterion":"protocol","points":15,"max":15,"evidence":"valid JSON-RPC initialize result, protocolVersion 2025-06-18, serverInfo ee.qqq/ai-visibility@1.1.0"},{"criterion":"tooling","points":35,"max":35,"evidence":"tools/list OK: 3 tools e.g. \"check_ai_visibility\"; 3/3 described, 3/3 fully-typed schemas, median description 617 chars"},{"criterion":"latency","points":10,"max":10,"evidence":"initialize round-trip 235ms"},{"criterion":"provenance","points":15,"max":15,"evidence":"description present; repository linked; version 1.1.0; namespace ee.qqq matches endpoint/repo"}],"protocol_access":"open"},"field_semantics":{"auth_state":"Deprecated name retained for compatibility. It means protocol handshake/discovery access only, not tool-level data entitlement.","protocol_access":"Preferred name for auth_state."},"audit_state":"observations_published","observations":[{"dimension":"citation_quality","metric":"citation_capability_advertised","status":"unverified","value_text":null,"evidence":"Metadata/tool descriptions advertise citation or evidence capability: txt, and returns the latest public report of brand mentions and citations in ChatGPT, Gemini and Perplexity answers when the domain has been checked before | ChatGPT, Gemini, Perplexity and Claude answers the company was named, how often its own website was cited, a summary per AI engine, the questions asked, the cited source domains and short answer excerpts, plus the link to the report page | ee): what it measures (brand mentions and website citations in ChatGPT, Gemini and Perplexity answers, AI crawler access, technical readiness for AI search / GEO), its limits, and the English and Estonian links to the w. No response-level citation benchmark has verified this claim yet.","source_type":"live_probe","sample_size":null,"observed_at":"2026-10-18T05:01:27.707Z","methodology_version":"trust-v1"},{"dimension":"security","metric":"authentication_boundary","status":"observed","value_text":"open","evidence":"Live protocol probe observed auth_state=open. This describes discovery/access behavior; it is not by itself a vulnerability finding.","source_type":"live_probe","sample_size":null,"observed_at":"2026-10-18T05:01:27.707Z","methodology_version":"trust-v1"}],"response_benchmarks":[],"reviewed_field_reports":[],"interpretation":"Dimensions are independent; missing evidence is not a pass; field reports are qualitative, moderated and never votes."}